Profiling Report

Dataset statistics

Number of variables	8
Number of observations	392
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	27.6 KiB
Average record size in memory	72.0 B

Variable types

Numeric	8

Alerts

`age` is highly overall correlated with `preg`	High correlation
`insu` is highly overall correlated with `plas`	High correlation
`mass` is highly overall correlated with `skin`	High correlation
`plas` is highly overall correlated with `insu`	High correlation
`preg` is highly overall correlated with `age`	High correlation
`skin` is highly overall correlated with `mass`	High correlation
`preg` has 56 (14.3%) zeros	Zeros

Reproduction

Analysis started	2024-03-30 00:18:08.155615
Analysis finished	2024-03-30 00:18:12.799168
Duration	4.64 seconds
Software version	ydata-profiling vv4.7.0
Download configuration	config.json

preg
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	17
Distinct (%)	4.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.3010204

Minimum	0
Maximum	17
Zeros	56
Zeros (%)	14.3%
Negative	0
Negative (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	5
95-th percentile	10
Maximum	17
Range	17
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.2114245
Coefficient of variation (CV)	0.9728581
Kurtosis	1.4863417
Mean	3.3010204
Median Absolute Deviation (MAD)	1
Skewness	1.3355963
Sum	1294
Variance	10.313247
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
1	93	23.7%
2	64	16.3%
0	56	14.3%
3	45	11.5%
4	27	6.9%
5	21	5.4%
7	20	5.1%
6	19	4.8%
8	14	3.6%
9	11	2.8%
Other values (7)	22	5.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	56	14.3%
1	93	23.7%
2	64	16.3%
3	45	11.5%
4	27	6.9%
5	21	5.4%
6	19	4.8%
7	20	5.1%
8	14	3.6%
9	11	2.8%

Value	Count	Frequency (%)
17	1	0.3%
15	1	0.3%
14	1	0.3%
13	3	0.8%
12	5	1.3%
11	5	1.3%
10	6	1.5%
9	11	2.8%
8	14	3.6%
7	20	5.1%

plas
Real number (ℝ)

HIGH CORRELATION

Distinct	117
Distinct (%)	29.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	122.62755

Minimum	56
Maximum	198
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	56
5-th percentile	81
Q1	99
median	119
Q3	143
95-th percentile	181
Maximum	198
Range	142
Interquartile range (IQR)	44

Descriptive statistics

Standard deviation	30.860781
Coefficient of variation (CV)	0.2516627
Kurtosis	-0.48322696
Mean	122.62755
Median Absolute Deviation (MAD)	21
Skewness	0.51784994
Sum	48070
Variance	952.38778
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	14	3.6%
99	10	2.6%
129	9	2.3%
95	8	2.0%
88	8	2.0%
126	7	1.8%
117	7	1.8%
128	7	1.8%
109	7	1.8%
112	6	1.5%
Other values (107)	309	78.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
56	1	0.3%
68	3	0.8%
71	2	0.5%
74	3	0.8%
75	1	0.3%
77	2	0.5%
78	2	0.5%
79	2	0.5%
80	2	0.5%
81	5	1.3%

Value	Count	Frequency (%)
198	1	0.3%
197	2	0.5%
196	2	0.5%
195	1	0.3%
193	1	0.3%
191	1	0.3%
189	2	0.5%
188	1	0.3%
187	4	1.0%
186	1	0.3%

pres
Real number (ℝ)

Distinct	37
Distinct (%)	9.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	70.663265

Minimum	24
Maximum	110
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	24
5-th percentile	50
Q1	62
median	70
Q3	78
95-th percentile	90
Maximum	110
Range	86
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	12.496092
Coefficient of variation (CV)	0.17684
Kurtosis	0.79540444
Mean	70.663265
Median Absolute Deviation (MAD)	8
Skewness	-0.087516392
Sum	27700
Variance	156.1523
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
70	31	7.9%
74	30	7.7%
64	27	6.9%
68	24	6.1%
72	23	5.9%
78	23	5.9%
60	20	5.1%
76	20	5.1%
62	19	4.8%
58	18	4.6%
Other values (27)	157	40.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
24	1	0.3%
30	2	0.5%
38	1	0.3%
40	1	0.3%
44	3	0.8%
46	2	0.5%
48	3	0.8%
50	10	2.6%
52	6	1.5%
54	8	2.0%

Value	Count	Frequency (%)
110	2	0.5%
106	2	0.5%
102	1	0.3%
100	2	0.5%
98	1	0.3%
94	2	0.5%
92	1	0.3%
90	11	2.8%
88	15	3.8%
86	11	2.8%

skin
Real number (ℝ)

HIGH CORRELATION

Distinct	48
Distinct (%)	12.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.145408

Minimum	7
Maximum	63
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	7
5-th percentile	13
Q1	21
median	29
Q3	37
95-th percentile	46.45
Maximum	63
Range	56
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	10.516424
Coefficient of variation (CV)	0.3608261
Kurtosis	-0.45769609
Mean	29.145408
Median Absolute Deviation (MAD)	8
Skewness	0.20931081
Sum	11425
Variance	110.59517
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
32	20	5.1%
30	18	4.6%
33	17	4.3%
23	16	4.1%
18	16	4.1%
27	14	3.6%
26	14	3.6%
29	14	3.6%
28	13	3.3%
25	12	3.1%
Other values (38)	238	60.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7	2	0.5%
8	1	0.3%
10	3	0.8%
11	5	1.3%
12	6	1.5%
13	10	2.6%
14	6	1.5%
15	11	2.8%
16	5	1.3%
17	10	2.6%

Value	Count	Frequency (%)
63	1	0.3%
60	1	0.3%
56	1	0.3%
52	2	0.5%
51	1	0.3%
50	3	0.8%
49	3	0.8%
48	4	1.0%
47	4	1.0%
46	7	1.8%

insu
Real number (ℝ)

HIGH CORRELATION

Distinct	184
Distinct (%)	46.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	156.05612

Minimum	14
Maximum	846
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	14
5-th percentile	42.55
Q1	76.75
median	125.5
Q3	190
95-th percentile	396.5
Maximum	846
Range	832
Interquartile range (IQR)	113.25

Descriptive statistics

Standard deviation	118.84169
Coefficient of variation (CV)	0.76153174
Kurtosis	6.3565051
Mean	156.05612
Median Absolute Deviation (MAD)	54.5
Skewness	2.1651162
Sum	61174
Variance	14123.347
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
105	11	2.8%
130	9	2.3%
140	9	2.3%
120	8	2.0%
94	7	1.8%
180	7	1.8%
100	7	1.8%
135	6	1.5%
115	6	1.5%
110	6	1.5%
Other values (174)	316	80.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
14	1	0.3%
15	1	0.3%
16	1	0.3%
18	2	0.5%
22	1	0.3%
23	1	0.3%
25	1	0.3%
29	1	0.3%
32	1	0.3%
36	3	0.8%

Value	Count	Frequency (%)
846	1	0.3%
744	1	0.3%
680	1	0.3%
600	1	0.3%
579	1	0.3%
545	1	0.3%
543	1	0.3%
540	1	0.3%
510	1	0.3%
495	2	0.5%

mass
Real number (ℝ)

HIGH CORRELATION

Distinct	194
Distinct (%)	49.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33.086224

Minimum	18.2
Maximum	67.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	18.2
5-th percentile	22.255
Q1	28.4
median	33.2
Q3	37.1
95-th percentile	45.245
Maximum	67.1
Range	48.9
Interquartile range (IQR)	8.7

Descriptive statistics

Standard deviation	7.0276592
Coefficient of variation (CV)	0.21240439
Kurtosis	1.5565131
Mean	33.086224
Median Absolute Deviation (MAD)	4.5
Skewness	0.66348506
Sum	12969.8
Variance	49.387994
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
33.3	7	1.8%
32	7	1.8%
31.6	6	1.5%
33.6	5	1.3%
35.5	5	1.3%
25.2	5	1.3%
28.7	5	1.3%
30.8	5	1.3%
33.2	5	1.3%
39.4	5	1.3%
Other values (184)	337	86.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18.2	1	0.3%
19.3	1	0.3%
19.4	1	0.3%
19.5	2	0.5%
19.6	2	0.5%
20.1	1	0.3%
20.4	2	0.5%
20.8	2	0.5%
21.1	1	0.3%
21.2	1	0.3%

Value	Count	Frequency (%)
67.1	1	0.3%
59.4	1	0.3%
57.3	1	0.3%
55	1	0.3%
53.2	1	0.3%
52.3	1	0.3%
49.7	1	0.3%
47.9	1	0.3%
46.8	1	0.3%
46.7	1	0.3%

pedi
Real number (ℝ)

Distinct	331
Distinct (%)	84.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.52304592

Minimum	0.085
Maximum	2.42
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	0.085
5-th percentile	0.15355
Q1	0.26975
median	0.4495
Q3	0.687
95-th percentile	1.16035
Maximum	2.42
Range	2.335
Interquartile range (IQR)	0.41725

Descriptive statistics

Standard deviation	0.34548804
Coefficient of variation (CV)	0.660531
Kurtosis	6.3666899
Mean	0.52304592
Median Absolute Deviation (MAD)	0.192
Skewness	1.9591012
Sum	205.034
Variance	0.11936199
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.692	4	1.0%
0.452	3	0.8%
0.687	3	0.8%
0.422	3	0.8%
0.299	3	0.8%
0.26	3	0.8%
0.496	3	0.8%
0.261	3	0.8%
0.637	2	0.5%
0.678	2	0.5%
Other values (321)	363	92.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.085	1	0.3%
0.088	1	0.3%
0.089	1	0.3%
0.101	1	0.3%
0.107	1	0.3%
0.115	1	0.3%
0.118	1	0.3%
0.122	1	0.3%
0.123	1	0.3%
0.127	1	0.3%

Value	Count	Frequency (%)
2.42	1	0.3%
2.329	1	0.3%
2.288	1	0.3%
2.137	1	0.3%
1.699	1	0.3%
1.6	1	0.3%
1.4	1	0.3%
1.391	1	0.3%
1.39	1	0.3%
1.353	1	0.3%

age
Real number (ℝ)

HIGH CORRELATION

Distinct	43
Distinct (%)	11.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30.864796

Minimum	21
Maximum	81
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	21
5-th percentile	21
Q1	23
median	27
Q3	36
95-th percentile	52.45
Maximum	81
Range	60
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	10.200777
Coefficient of variation (CV)	0.33049875
Kurtosis	1.7375308
Mean	30.864796
Median Absolute Deviation (MAD)	5
Skewness	1.4036065
Sum	12099
Variance	104.05584
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
22	43	11.0%
21	33	8.4%
24	31	7.9%
25	30	7.7%
23	28	7.1%
26	24	6.1%
28	21	5.4%
29	14	3.6%
27	14	3.6%
31	12	3.1%
Other values (33)	142	36.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21	33	8.4%
22	43	11.0%
23	28	7.1%
24	31	7.9%
25	30	7.7%
26	24	6.1%
27	14	3.6%
28	21	5.4%
29	14	3.6%
30	10	2.6%

Value	Count	Frequency (%)
81	1	0.3%
63	1	0.3%
61	1	0.3%
60	2	0.5%
59	1	0.3%
58	4	1.0%
57	2	0.5%
56	1	0.3%
55	2	0.5%
54	2	0.5%

Auto

Heatmap
Table

	age	insu	mass	pedi	plas	preg	pres	skin
age	1.000	0.261	0.167	0.103	0.350	0.634	0.329	0.242
insu	0.261	1.000	0.301	0.132	0.659	0.123	0.132	0.241
mass	0.167	0.301	1.000	0.096	0.199	-0.066	0.317	0.674
pedi	0.103	0.132	0.096	1.000	0.089	0.012	-0.021	0.093
plas	0.350	0.659	0.199	0.089	1.000	0.190	0.237	0.216
preg	0.634	0.123	-0.066	0.012	0.190	1.000	0.152	0.055
pres	0.329	0.132	0.317	-0.021	0.237	0.152	1.000	0.250
skin	0.242	0.241	0.674	0.093	0.216	0.055	0.250	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	preg	plas	pres	skin	insu	mass	pedi	age
3	1	89	66	23	94	28.1	0.167	21
4	0	137	40	35	168	43.1	2.288	33
6	3	78	50	32	88	31.0	0.248	26
8	2	197	70	45	543	30.5	0.158	53
13	1	189	60	23	846	30.1	0.398	59
14	5	166	72	19	175	25.8	0.587	51
16	0	118	84	47	230	45.8	0.551	31
18	1	103	30	38	83	43.3	0.183	33
19	1	115	70	30	96	34.6	0.529	32
20	3	126	88	41	235	39.3	0.704	27

	preg	plas	pres	skin	insu	mass	pedi	age
744	13	153	88	37	140	40.6	1.174	39
745	12	100	84	33	105	30.0	0.488	46
747	1	81	74	41	57	46.3	1.096	32
748	3	187	70	22	200	36.4	0.408	36
751	1	121	78	39	74	39.0	0.261	28
753	0	181	88	44	510	43.3	0.222	26
755	1	128	88	39	110	36.5	1.057	37
760	2	88	58	26	16	28.4	0.766	22
763	10	101	76	48	180	32.9	0.171	63
765	5	121	72	23	112	26.2	0.245	30

Overview

Variables

Interactions

Correlations

Missing values

Sample